{"url":"/dataset/aqa-7","name":"AQA-7","full_name":null,"description_markdown":"Consists of 1106 action samples from seven actions with quality scores as measured by expert human judges.\r\n\r\nSource: [Action Quality Assessment Across Multiple Actions](/paper/action-quality-assessment-across-multiple)","description_withheld":null,"homepage":"http://rtis.oit.unlv.edu/datasets.html","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/action-quality-assessment-across-multiple","title":"Action Quality Assessment Across Multiple Actions","first_author":"Paritosh Parmar","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"},{"name":"Audio","url":"/datasets/modality/audio"}],"tasks":[{"name":"Multi-Task Learning","url":"/task/multi-task-learning","datasets_with_task":"/datasets/task/multi-task-learning"},{"name":"Action Quality Assessment","url":"/task/action-quality-assessment","datasets_with_task":"/datasets/task/action-quality-assessment"},{"name":"Skills Assessment","url":"/task/skills-assessment","datasets_with_task":"/datasets/task/skills-assessment"},{"name":"Skills Evaluation","url":"/task/skills-evaluation","datasets_with_task":"/datasets/task/skills-evaluation"}],"languages":[],"variants":["AQA-7"],"data_loaders":[],"num_papers_in_archive":20,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/action-quality-assessment-on-aqa-7","task":"Action Quality Assessment","dataset_variant":"AQA-7","rows":9,"metrics":["Spearman Correlation","RL2(*100)"],"first_row_in_archive_order":{"model":"DAE-CoRe","paper":"/paper/auto-encoding-score-distribution-regression","metrics":{"Spearman Correlation":"85.20%"},"code_links":[{"title":"luciferbobo/dae-aqa","url":"https://github.com/luciferbobo/dae-aqa"},{"title":"InfoX-SEU/DAE_AQA","url":"https://github.com/InfoX-SEU/DAE_AQA"},{"title":"InfoX-SEU/DAE-AQA","url":"https://github.com/InfoX-SEU/DAE-AQA"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/auto-encoding-score-distribution-regression","title":"Auto-Encoding Score Distribution Regression for Action Quality Assessment","date":"2021-11-22","rows_on_this_dataset":2,"code_links":3,"syntology":null},{"paper":"/paper/group-aware-contrastive-regression-for-action","title":"Group-aware Contrastive Regression for Action Quality Assessment","date":"2021-08-17","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/uncertainty-aware-score-distribution-learning-1","title":"Uncertainty-aware Score Distribution Learning for Action Quality Assessment","date":"2020-06-13","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/action-quality-assessment-across-multiple","title":"Action Quality Assessment Across Multiple Actions","date":"2018-12-15","rows_on_this_dataset":3,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}